Data Access notes
import intake
import pandas as pd
import hvplot.intake
intake.output_notebook()
import holoviews as hv
import hvplot.xarray
hv.extension('bokeh', width=80)
Landsat 4-9 C2 U.S. ARD
Tile ID: LC09_CU_004008_20221129_20221204_02
Acquisition Date: 2022-11-29
Horizontal: 4
Vertical: 8
Landsat 8-9 OLI/TIRS C2 L2
ID: LC09_L2SP_042033_20221129_20221201_02_T1
Date Acquired: 2022/11/29
Path: 042
Row: 033
cat = intake.open_catalog('data/catalog.yml')
list(cat)
['landsat_5_small',
'landsat_8_small',
'landsat_5',
'landsat_8',
'google_landsat_band',
'amazon_landsat_band',
'fluxnet_daily',
'fluxnet_metadata',
'seattle_lidar']
cat.landsat_8_small
landsat_8_small:
args:
chunks:
band: 1
x: 50
y: 50
concat_dim: band
storage_options:
anon: true
urlpath: s3://earth-data/landsat/small/LC08_L1TP_042033_20171022_20171107_01_T1_sr_band{band:d}.tif
description: Small version of Landsat 8 Surface Reflectance Level-2 Science Product.
driver: intake_xarray.raster.RasterIOSource
metadata:
cache:
- argkey: urlpath
regex: earth-data/landsat
type: file
catalog_dir: /Users/droumis/src/hv-landsat-cookbook/notebooks/data/
path = 42
row = 33
product_id = 'LC08_L1TP_042033_20171022_20171107_01_T1'
band = 5
gcp_data_source = cat.google_landsat_band(path=path, row=row, product_id=product_id, band=band)
gcp_data_source
google_landsat_band:
args:
chunks:
band: 1
x: 256
y: 256
urlpath: https://storage.googleapis.com/gcp-public-data-landsat/LC08/01/042/033/LC08_L1TP_042033_20171022_20171107_01_T1/LC08_L1TP_042033_20171022_20171107_01_T1_B5.TIF
description: Landsat bands from Google Cloud Storage
driver: intake_xarray.raster.RasterIOSource
metadata:
catalog_dir: /Users/droumis/src/hv-landsat-cookbook/notebooks/data/
gcp_da = gcp_data_source.read_chunked()
# RasterioIOError: HTTP response code: 404
gcp_da
<xarray.DataArray (band: 1, y: 7941, x: 7821)>
dask.array<open_rasterio-53b5e0b7015d00beab8404958d5ef0fc<this-array>, shape=(1, 7941, 7821), dtype=uint16, chunksize=(1, 256, 256), chunktype=numpy.ndarray>
Coordinates:
* band (band) int64 1
* y (y) float64 4.426e+06 4.426e+06 4.426e+06 ... 4.188e+06 4.188e+06
* x (x) float64 2.433e+05 2.433e+05 2.434e+05 ... 4.779e+05 4.779e+05
Attributes:
transform: (30.0, 0.0, 243285.0, 0.0, -30.0, 4425915.0)
crs: +init=epsg:32611
res: (30.0, 30.0)
is_tiled: 1
nodatavals: (nan,)
scales: (1.0,)
offsets: (0.0,)
AREA_OR_POINT: Point# This takes about a minute to render the first time as in needs to touch all the data (118 MB)
# TODO add timing and ignore warnings
gcp_da.hvplot.image(x='x', y='y', width=400, height=400, geo=True, datashade=True, cmap='greys', title='2017')
/Users/droumis/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6
in_crs_string = _prepare_from_proj_string(in_crs_string)
# maybe plot two big images of landsat 5,8 walker lake and then use annotation to select a small square around both to continue using a smaller dataset?
# No.. I think maybe set a center point first
sat search and intake-stac from https://www.element84.com/earth-search/
https://intake-stac.readthedocs.io/en/latest/tutorial.html#working-with-sat-search
import satsearch
import intake
print(satsearch.__version__)
from satsearch import Search
0.3.0
URL='https://earth-search.aws.element84.com/v0'
results = satsearch.Search(
url=URL,
collections=['landsat-8-l1-c1'],
bbox=[43.16, -11.32, 43.54, -11.96]
)
items = results.items()
list(items)
[LC08_L1TP_163068_20210713_20210721_01_T1,
LC08_L1TP_162068_20210706_20210713_01_T1,
LC08_L1TP_163068_20210627_20210707_01_T1,
LC08_L1TP_162068_20210620_20210628_01_T1,
LC08_L1TP_163068_20210611_20210621_01_T1,
LC08_L1TP_162068_20210604_20210614_01_T1,
LC08_L1TP_163068_20210526_20210529_01_T1,
LC08_L1TP_162068_20210519_20210528_01_T1,
LC08_L1TP_163068_20210510_20210518_01_T1,
LC08_L1TP_162068_20210503_20210508_01_T1,
LC08_L1TP_162068_20210417_20210424_01_T1,
LC08_L1TP_163068_20210408_20210416_01_T1,
LC08_L1TP_162068_20210401_20210409_01_T1,
LC08_L1TP_162068_20210316_20210328_01_T1,
LC08_L1TP_163068_20210307_20210317_01_T1,
LC08_L1TP_162068_20201210_20201218_01_T1,
LC08_L1TP_163068_20201201_20201217_01_T1,
LC08_L1TP_162068_20201124_20201210_01_T1,
LC08_L1TP_163068_20201115_20201209_01_T1,
LO08_L1TP_162068_20201108_20201120_01_T1,
LC08_L1TP_162068_20201023_20201105_01_T1,
LC08_L1TP_162068_20201007_20201016_01_T1,
LC08_L1TP_163068_20200928_20201007_01_T1,
LC08_L1TP_162068_20200921_20201006_01_T1,
LC08_L1TP_162068_20200905_20200917_01_T1]
items
<satstac.itemcollection.ItemCollection at 0x11c41e5f0>
catalog = intake.open_stac_item_collection(items)
---------------------------------------------------------------------------
ValueError Traceback (most recent call last)
Cell In[12], line 1
----> 1 catalog = intake.open_stac_item_collection(items)
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake_stac/catalog.py:68, in AbstractStacCatalog.__init__(self, stac_obj, **kwargs)
66 self._stac_obj = self._stac_cls.from_file(stac_obj)
67 else:
---> 68 raise ValueError('Expected %s instance, got: %s' % (self._stac_cls, type(stac_obj)))
70 metadata = self._get_metadata(**kwargs.pop('metadata', {}))
71 try:
ValueError: Expected <class 'pystac.item_collection.ItemCollection'> instance, got: <class 'satstac.itemcollection.ItemCollection'>
pangeo satsearch intake-stac
http://gallery.pangeo.io/repos/pangeo-data/landsat-8-tutorial-gallery/landsat8.html
import satsearch
import intake
print(satsearch.__version__)
from satsearch import Search
0.3.0
bbox = (-124.71, 45.47, -116.78, 48.93) #(west, south, east, north)
timeRange = '2019-01-01/2020-10-01'
# STAC metadata properties
properties = ['eo:row=027',
'eo:column=047',
'landsat:tier=T1']
results = Search.search(collection='landsat-8-l1',
bbox=bbox,
url=URL,
datetime=timeRange,
property=properties,
sort=['<datetime'],
)
print('%s items' % results.found())
items = results.items()
items.save('subset.geojson')
34678 items
There are more items found (34678) than the limit (10000) provided.
# interrupted kernel
import dateutil
dateutil.parser.
# Remember that it is easy to load geojson with geopandas!
import geopandas as gpd
# this needed: pip install python-dateutil==2.8.2
# and: conda install -c conda-forge fiona
gf = gpd.read_file('subset.geojson')
---------------------------------------------------------------------------
ImportError Traceback (most recent call last)
Cell In[1], line 5
2 import geopandas as gpd
3 # this needed pip install python-dateutil==2.8.2
----> 5 gf = gpd.read_file('subset.geojson')
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/geopandas/io/file.py:242, in _read_file(filename, bbox, mask, rows, engine, **kwargs)
172 def _read_file(filename, bbox=None, mask=None, rows=None, engine=None, **kwargs):
173 """
174 Returns a GeoDataFrame from a file or URL.
175
(...)
240 by using the encoding keyword parameter, e.g. ``encoding='utf-8'``.
241 """
--> 242 engine = _check_engine(engine, "'read_file' function")
244 filename = _expand_user(filename)
246 from_bytes = False
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/geopandas/io/file.py:112, in _check_engine(engine, func)
110 _check_pyogrio(func)
111 elif engine is None:
--> 112 raise ImportError(
113 f"The {func} requires the 'pyogrio' or 'fiona' package, "
114 "but neither is installed or imports correctly."
115 f"\nImporting fiona resulted in: {fiona_import_error}"
116 f"\nImporting pyogrio resulted in: {pyogrio_import_error}"
117 )
119 return engine
ImportError: The 'read_file' function requires the 'pyogrio' or 'fiona' package, but neither is installed or imports correctly.
Importing fiona resulted in: No module named 'fiona'
Importing pyogrio resulted in: No module named 'pyogrio'
Using walker lake as target
URL='https://earth-search.aws.element84.com/v0'
bbox = (-119.00, 38.6, -118.5, 38.7) #(west, south, east, north)
timeRange = '2017-10-01/2017-12-01'
# STAC metadata properties
properties = ['eo:row=042',
'eo:column=033',
'landsat:tier=T1']
results = Search.search(collection='landsat-8-l1',
bbox=bbox,
url=URL,
datetime=timeRange,
property=properties,
sort=['<datetime'],
)
print('%s items' % results.found())
18 items
items = results.items()
items.save('subset.geojson')
import geopandas as gpd
# this needed: pip install python-dateutil==2.8.2
# and: conda install -c conda-forge fiona
gf = gpd.read_file('subset.geojson')
gf.head()
| id | datetime | platform | constellation | gsd | data_coverage | view:off_nadir | eo:cloud_cover | proj:epsg | sentinel:latitude_band | sentinel:grid_square | sentinel:sequence | sentinel:product_id | created | updated | sentinel:valid_cloud_cover | sentinel:utm_zone | sentinel:data_coverage | geometry | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | S2B_11SLC_20171128_0_L1C | 2017-11-28 18:47:14+00:00 | sentinel-2b | sentinel-2 | 10 | 100.0 | 0 | 0.41 | 32611 | S | LC | 0 | S2B_MSIL1C_20171128T184719_N0206_R070_T11SLC_2... | 2020-09-01 07:49:24.253000+00:00 | 2020-09-01 07:49:24.253000+00:00 | None | 11 | 100 | POLYGON ((-119.27281 37.83751, -119.30392 38.8... |
| 1 | S2B_11SLC_20171128_0_L2A | 2017-11-28 18:47:14+00:00 | sentinel-2b | sentinel-2 | 10 | 100.0 | 0 | 0.41 | 32611 | S | LC | 0 | S2B_MSIL2A_20171128T184719_N0001_R070_T11SLC_2... | 2020-09-01 07:49:24.335000+00:00 | 2020-09-01 07:49:24.335000+00:00 | True | 11 | 100 | POLYGON ((-119.27281 37.83751, -119.30392 38.8... |
| 2 | S2B_11SLC_20171128_0_L2A | 2017-11-28 18:47:14+00:00 | sentinel-2b | sentinel-2 | 10 | NaN | 0 | 0.41 | 32611 | S | LC | 0 | S2B_MSIL2A_20171128T184719_N0001_R070_T11SLC_2... | 2020-09-02 01:59:01.324000+00:00 | 2020-09-02 01:59:01.324000+00:00 | True | 11 | 100 | POLYGON ((-119.27281 37.83751, -119.30392 38.8... |
| 3 | S2B_11SLC_20171118_0_L1C | 2017-11-18 18:47:20+00:00 | sentinel-2b | sentinel-2 | 10 | 100.0 | 0 | 43.91 | 32611 | S | LC | 0 | S2B_MSIL1C_20171118T184639_N0206_R070_T11SLC_2... | 2020-09-01 07:49:24.289000+00:00 | 2020-09-01 07:49:24.289000+00:00 | None | 11 | 100 | POLYGON ((-119.27281 37.83751, -119.30392 38.8... |
| 4 | S2B_11SLC_20171118_0_L2A | 2017-11-18 18:47:20+00:00 | sentinel-2b | sentinel-2 | 10 | 100.0 | 0 | 43.91 | 32611 | S | LC | 0 | S2B_MSIL2A_20171118T184639_N0001_R070_T11SLC_2... | 2020-09-01 07:49:24.365000+00:00 | 2020-09-01 07:49:24.365000+00:00 | True | 11 | 100 | POLYGON ((-119.27281 37.83751, -119.30392 38.8... |
# Plot search AOI and frames on a map using Holoviz Libraries (more on these later)
import geoviews as gv
import hvplot.pandas
cols = gf.loc[:,('id', 'geometry')]
footprints = cols.hvplot(geo=True, line_color='k', alpha=0.03, title='Landsat 8 T1')
tiles = gv.tile_sources.EsriImagery.options(width=700, height=500)
tiles * footprints
from ipywidgets import interact
from IPython.display import display, Image
def browse_images(items):
n = len(items)
def view_image(i=0):
item = items[i]
print(f"id={item.id}\tdate={item.datetime}\tcloud%={item['eo:cloud_cover']}")
display(Image(item.asset('thumbnail')['href']))
interact(view_image, i=(0,n-1))
browse_images(items)
# if you've installed intake-STAC, it will automatically import alongside intake
import intake_stac
#catalog = intake.open_stac_item(items[0])
# catalog = intake_stac.catalog.StacItemCollection(items)
catalog = intake_stac.catalog.Catalog(items)
# result from here: https://gis.stackexchange.com/questions/393422/intake-stac-keyerror-open-stac-item-collection
catalog = intake.open_stac_item_collection(items)
---------------------------------------------------------------------------
ValueError Traceback (most recent call last)
Cell In[95], line 1
----> 1 catalog = intake.open_stac_item_collection(items)
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake_stac/catalog.py:68, in AbstractStacCatalog.__init__(self, stac_obj, **kwargs)
66 self._stac_obj = self._stac_cls.from_file(stac_obj)
67 else:
---> 68 raise ValueError('Expected %s instance, got: %s' % (self._stac_cls, type(stac_obj)))
70 metadata = self._get_metadata(**kwargs.pop('metadata', {}))
71 try:
ValueError: Expected <class 'pystac.item_collection.ItemCollection'> instance, got: <class 'satstac.itemcollection.ItemCollection'>
catalog
null:
args:
entries: !!python/object:satstac.itemcollection.ItemCollection
_collections:
- &id002 !!python/object:satstac.collection.Collection
_data:
description: Sentinel-2a and Sentinel-2b imagery, processed to Level 2A
(Surface Reflectance)
extent:
spatial:
bbox:
- - -180
- -90
- 180
- 90
temporal:
interval:
- - '2015-06-27T10:25:31.456000Z'
- null
id: sentinel-s2-l2a
item_assets:
AOT:
roles:
- data
title: Aerosol Optical Thickness (AOT)
type: image/jp2
B01:
eo:bands:
- center_wavelength: 0.4439
common_name: coastal
full_width_half_max: 0.027
name: B01
gsd: 60
roles:
- data
title: Band 1 (coastal)
type: image/jp2
B02:
eo:bands:
- center_wavelength: 0.4966
common_name: blue
full_width_half_max: 0.098
name: B02
gsd: 10
roles:
- data
title: Band 2 (blue)
type: image/jp2
B03:
eo:bands:
- center_wavelength: 0.56
common_name: green
full_width_half_max: 0.045
name: B03
gsd: 10
roles:
- data
title: Band 3 (green)
type: image/jp2
B04:
eo:bands:
- center_wavelength: 0.6645
common_name: red
full_width_half_max: 0.038
name: B04
gsd: 10
roles:
- data
title: Band 4 (red)
type: image/jp2
B05:
eo:bands:
- center_wavelength: 0.7039
full_width_half_max: 0.019
name: B05
gsd: 20
roles:
- data
title: Band 5
type: image/jp2
B06:
eo:bands:
- center_wavelength: 0.7402
full_width_half_max: 0.018
name: B06
gsd: 20
roles:
- data
title: Band 6
type: image/jp2
B07:
eo:bands:
- center_wavelength: 0.7825
full_width_half_max: 0.028
name: B07
gsd: 20
roles:
- data
title: Band 7
type: image/jp2
B08:
eo:bands:
- center_wavelength: 0.8351
common_name: nir
full_width_half_max: 0.145
name: B08
gsd: 10
roles:
- data
title: Band 8 (nir)
type: image/jp2
B09:
eo:bands:
- center_wavelength: 0.945
full_width_half_max: 0.026
name: B09
gsd: 60
roles:
- data
title: Band 9
type: image/jp2
B11:
eo:bands:
- center_wavelength: 1.6137
common_name: swir16
full_width_half_max: 0.143
name: B11
gsd: 20
roles:
- data
title: Band 11 (swir16)
type: image/jp2
B12:
eo:bands:
- center_wavelength: 2.22024
common_name: swir22
full_width_half_max: 0.242
name: B12
gsd: 20
roles:
- data
title: Band 12 (swir22)
type: image/jp2
B8A:
eo:bands:
- center_wavelength: 0.8648
full_width_half_max: 0.033
name: B8A
gsd: 20
roles:
- data
title: Band 8A
type: image/jp2
SCL:
roles:
- data
title: Scene Classification Map (SCL)
type: image/jp2
WVP:
roles:
- data
title: Water Vapour (WVP)
type: image/jp2
info:
roles:
- metadata
title: Original JSON metadata
type: application/json
metadata:
roles:
- metadata
title: Original XML metadata
type: application/xml
overview:
eo:bands:
- center_wavelength: 0.6645
common_name: red
full_width_half_max: 0.038
name: B04
- center_wavelength: 0.56
common_name: green
full_width_half_max: 0.045
name: B03
- center_wavelength: 0.4966
common_name: blue
full_width_half_max: 0.098
name: B02
gsd: 10
roles:
- overview
title: True color image
type: image/jp2
thumbnail:
roles:
- thumbnail
title: Thumbnail
type: image/png
visual:
eo:bands:
- center_wavelength: 0.6645
common_name: red
full_width_half_max: 0.038
name: B04
- center_wavelength: 0.56
common_name: green
full_width_half_max: 0.045
name: B03
- center_wavelength: 0.4966
common_name: blue
full_width_half_max: 0.098
name: B02
gsd: 10
roles:
- overview
title: True color image
type: image/jp2
visual_20m:
eo:bands:
- center_wavelength: 0.6645
common_name: red
full_width_half_max: 0.038
name: B04
- center_wavelength: 0.56
common_name: green
full_width_half_max: 0.045
name: B03
- center_wavelength: 0.4966
common_name: blue
full_width_half_max: 0.098
name: B02
gsd: 20
roles:
- overview
title: True color image
type: image/jp2
visual_60m:
eo:bands:
- center_wavelength: 0.6645
common_name: red
full_width_half_max: 0.038
name: B04
- center_wavelength: 0.56
common_name: green
full_width_half_max: 0.045
name: B03
- center_wavelength: 0.4966
common_name: blue
full_width_half_max: 0.098
name: B02
gsd: 60
roles:
- overview
title: True color image
type: image/jp2
keywords:
- sentinel
- earth observation
- esa
license: proprietary
links:
- href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a
rel: self
- href: https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice
rel: license
- href: https://github.com/stac-utils/stac-sentinel
rel: about
- href: https://earth-search.aws.element84.com/v0/
rel: parent
- href: https://earth-search.aws.element84.com/v0/
rel: root
- href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a/items
rel: items
providers:
- name: ESA
roles:
- producer
url: https://earth.esa.int/web/guest/home
- name: Sinergise
roles:
- processor
url: https://registry.opendata.aws/sentinel-2/
- name: AWS
roles:
- host
url: http://sentinel-pds.s3-website.eu-central-1.amazonaws.com/
- name: Element 84
roles:
- processor
url: https://element84.com
stac_extensions:
- item-assets
stac_version: 1.0.0-beta.2
summaries:
constellation:
- sentinel-2
gsd:
- 10
instruments:
- msi
platform:
- sentinel-2a
- sentinel-2b
view:off_nadir:
- 0
title: Sentinel 2 L2A
filename: null
- &id001 !!python/object:satstac.collection.Collection
_data:
description: Sentinel-2a and Sentinel-2b imagery, processed to Level 1C
(Top-Of-Atmosphere Geometrically Corrected)
extent:
spatial:
bbox:
- - -180
- -90
- 180
- 90
temporal:
interval:
- - '2015-06-27T10:25:31.456000Z'
- null
id: sentinel-s2-l1c
item_assets:
B01:
eo:bands:
- center_wavelength: 0.4439
common_name: coastal
full_width_half_max: 0.027
name: B01
gsd: 60
roles:
- data
title: Band 1 (coastal)
type: image/jp2
B02:
eo:bands:
- center_wavelength: 0.4966
common_name: blue
full_width_half_max: 0.098
name: B02
gsd: 10
roles:
- data
title: Band 2 (blue)
type: image/jp2
B03:
eo:bands:
- center_wavelength: 0.56
common_name: green
full_width_half_max: 0.045
name: B03
gsd: 10
roles:
- data
title: Band 3 (green)
type: image/jp2
B04:
eo:bands:
- center_wavelength: 0.6645
common_name: red
full_width_half_max: 0.038
name: B04
gsd: 10
roles:
- data
title: Band 4 (red)
type: image/jp2
B05:
eo:bands:
- center_wavelength: 0.7039
full_width_half_max: 0.019
name: B05
gsd: 20
roles:
- data
title: Band 5
type: image/jp2
B06:
eo:bands:
- center_wavelength: 0.7402
full_width_half_max: 0.018
name: B06
gsd: 20
roles:
- data
title: Band 6
type: image/jp2
B07:
eo:bands:
- center_wavelength: 0.7825
full_width_half_max: 0.028
name: B07
gsd: 20
roles:
- data
title: Band 7
type: image/jp2
B08:
eo:bands:
- center_wavelength: 0.8351
common_name: nir
full_width_half_max: 0.145
name: B08
gsd: 10
roles:
- data
title: Band 8 (nir)
type: image/jp2
B09:
eo:bands:
- center_wavelength: 0.945
full_width_half_max: 0.026
name: B09
gsd: 60
roles:
- data
title: Band 9
type: image/jp2
B10:
eo:bands:
- center_wavelength: 1.3735
common_name: cirrus
full_width_half_max: 0.075
name: B10
gsd: 60
roles:
- data
title: Band 10 (cirrus)
type: image/jp2
B11:
eo:bands:
- center_wavelength: 1.6137
common_name: swir16
full_width_half_max: 0.143
name: B11
gsd: 20
roles:
- data
title: Band 11 (swir16)
type: image/jp2
B12:
eo:bands:
- center_wavelength: 2.22024
common_name: swir22
full_width_half_max: 0.242
name: B12
gsd: 20
roles:
- data
title: Band 12 (swir22)
type: image/jp2
B8A:
eo:bands:
- center_wavelength: 0.8648
full_width_half_max: 0.033
name: B8A
gsd: 20
roles:
- data
title: Band 8A
type: image/jp2
info:
roles:
- metadata
title: Original JSON metadata
type: application/json
metadata:
roles:
- metadata
title: Original XML metadata
type: application/xml
overview:
eo:bands:
- center_wavelength: 0.6645
common_name: red
full_width_half_max: 0.038
name: B04
- center_wavelength: 0.56
common_name: green
full_width_half_max: 0.045
name: B03
- center_wavelength: 0.4966
common_name: blue
full_width_half_max: 0.098
name: B02
gsd: 10
roles:
- overview
title: True color image
type: image/jp2
thumbnail:
roles:
- thumbnail
title: Thumbnail
type: image/png
keywords:
- sentinel
- earth observation
- esa
license: proprietary
links:
- href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l1c
rel: self
- href: https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice
rel: license
- href: https://github.com/stac-utils/stac-sentinel
rel: about
- href: https://earth-search.aws.element84.com/v0/
rel: parent
- href: https://earth-search.aws.element84.com/v0/
rel: root
- href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l1c/items
rel: items
providers:
- name: ESA
roles:
- producer
url: https://earth.esa.int/web/guest/home
- name: Sinergise
roles:
- processor
url: https://registry.opendata.aws/sentinel-2/
- name: AWS
roles:
- host
url: http://sentinel-pds.s3-website.eu-central-1.amazonaws.com/
- name: Element 84
roles:
- processor
url: https://element84.com
stac_extensions:
- item-assets
stac_version: 1.0.0-beta.2
summaries:
constellation:
- sentinel-2
gsd:
- 10
instruments:
- msi
platform:
- sentinel-2a
- sentinel-2b
view:off_nadir:
- 0
title: Sentinel 2 L1C
filename: null
- &id003 !!python/object:satstac.collection.Collection
_data:
description: Sentinel-2a and Sentinel-2b imagery, processed to Level 2A
(Surface Reflectance) and converted to Cloud-Optimized GeoTIFFs
extent:
spatial:
bbox:
- - -180
- -90
- 180
- 90
temporal:
interval:
- - '2015-06-27T10:25:31.456000Z'
- null
id: sentinel-s2-l2a-cogs
item_assets:
AOT:
roles:
- data
title: Aerosol Optical Thickness (AOT)
type: image/tiff; application=geotiff; profile=cloud-optimized
B01:
eo:bands:
- center_wavelength: 0.4439
common_name: coastal
full_width_half_max: 0.027
name: B01
gsd: 60
roles:
- data
title: Band 1 (coastal)
type: image/tiff; application=geotiff; profile=cloud-optimized
B02:
eo:bands:
- center_wavelength: 0.4966
common_name: blue
full_width_half_max: 0.098
name: B02
gsd: 10
roles:
- data
title: Band 2 (blue)
type: image/tiff; application=geotiff; profile=cloud-optimized
B03:
eo:bands:
- center_wavelength: 0.56
common_name: green
full_width_half_max: 0.045
name: B03
gsd: 10
roles:
- data
title: Band 3 (green)
type: image/tiff; application=geotiff; profile=cloud-optimized
B04:
eo:bands:
- center_wavelength: 0.6645
common_name: red
full_width_half_max: 0.038
name: B04
gsd: 10
roles:
- data
title: Band 4 (red)
type: image/tiff; application=geotiff; profile=cloud-optimized
B05:
eo:bands:
- center_wavelength: 0.7039
full_width_half_max: 0.019
name: B05
gsd: 20
roles:
- data
title: Band 5
type: image/tiff; application=geotiff; profile=cloud-optimized
B06:
eo:bands:
- center_wavelength: 0.7402
full_width_half_max: 0.018
name: B06
gsd: 20
roles:
- data
title: Band 6
type: image/tiff; application=geotiff; profile=cloud-optimized
B07:
eo:bands:
- center_wavelength: 0.7825
full_width_half_max: 0.028
name: B07
gsd: 20
roles:
- data
title: Band 7
type: image/tiff; application=geotiff; profile=cloud-optimized
B08:
eo:bands:
- center_wavelength: 0.8351
common_name: nir
full_width_half_max: 0.145
name: B08
gsd: 10
roles:
- data
title: Band 8 (nir)
type: image/tiff; application=geotiff; profile=cloud-optimized
B09:
eo:bands:
- center_wavelength: 0.945
full_width_half_max: 0.026
name: B09
gsd: 60
roles:
- data
title: Band 9
type: image/tiff; application=geotiff; profile=cloud-optimized
B11:
eo:bands:
- center_wavelength: 1.6137
common_name: swir16
full_width_half_max: 0.143
name: B11
gsd: 20
roles:
- data
title: Band 11 (swir16)
type: image/tiff; application=geotiff; profile=cloud-optimized
B12:
eo:bands:
- center_wavelength: 2.22024
common_name: swir22
full_width_half_max: 0.242
name: B12
gsd: 20
roles:
- data
title: Band 12 (swir22)
type: image/tiff; application=geotiff; profile=cloud-optimized
B8A:
eo:bands:
- center_wavelength: 0.8648
full_width_half_max: 0.033
name: B8A
gsd: 20
roles:
- data
title: Band 8A
type: image/tiff; application=geotiff; profile=cloud-optimized
SCL:
roles:
- data
title: Scene Classification Map (SCL)
type: image/tiff; application=geotiff; profile=cloud-optimized
WVP:
roles:
- data
title: Water Vapour (WVP)
type: image/tiff; application=geotiff; profile=cloud-optimized
info:
roles:
- metadata
title: Original JSON metadata
type: application/json
metadata:
roles:
- metadata
title: Original XML metadata
type: application/xml
overview:
eo:bands:
- center_wavelength: 0.6645
common_name: red
full_width_half_max: 0.038
name: B04
- center_wavelength: 0.56
common_name: green
full_width_half_max: 0.045
name: B03
- center_wavelength: 0.4966
common_name: blue
full_width_half_max: 0.098
name: B02
gsd: 10
roles:
- overview
title: True color image
type: image/tiff; application=geotiff; profile=cloud-optimized
thumbnail:
roles:
- thumbnail
title: Thumbnail
type: image/png
visual:
eo:bands:
- center_wavelength: 0.6645
common_name: red
full_width_half_max: 0.038
name: B04
- center_wavelength: 0.56
common_name: green
full_width_half_max: 0.045
name: B03
- center_wavelength: 0.4966
common_name: blue
full_width_half_max: 0.098
name: B02
gsd: 10
roles:
- overview
title: True color image
type: image/tiff; application=geotiff; profile=cloud-optimized
keywords:
- sentinel
- earth observation
- esa
license: proprietary
links:
- href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs
rel: self
- href: https://sentinel.esa.int/documents/247904/690755/Sentinel_Data_Legal_Notice
rel: license
- href: https://github.com/stac-utils/stac-sentinel
rel: about
- href: https://earth-search.aws.element84.com/v0/
rel: parent
- href: https://earth-search.aws.element84.com/v0/
rel: root
- href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items
rel: items
providers:
- name: ESA
roles:
- producer
url: https://earth.esa.int/web/guest/home
- name: Sinergise
roles:
- processor
url: https://registry.opendata.aws/sentinel-2/
- name: AWS
roles:
- host
url: http://sentinel-pds.s3-website.eu-central-1.amazonaws.com/
- name: Element 84
roles:
- processor
url: https://element84.com
stac_extensions:
- item-assets
stac_version: 1.0.0-beta.2
summaries:
constellation:
- sentinel-2
gsd:
- 10
instruments:
- msi
platform:
- sentinel-2a
- sentinel-2b
view:off_nadir:
- 0
title: Sentinel 2 L2A COGs
filename: null
_items:
- !!python/object:satstac.item.Item
_assets_by_common_name: null
_collection: *id001
_data:
assets:
B01:
eo:bands:
- center_wavelength: 0.4439
common_name: coastal
full_width_half_max: 0.027
name: B01
gsd: 60
href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B01.jp2
roles:
- data
title: Band 1 (coastal)
type: image/jp2
B02:
eo:bands:
- center_wavelength: 0.4966
common_name: blue
full_width_half_max: 0.098
name: B02
gsd: 10
href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B02.jp2
roles:
- data
title: Band 2 (blue)
type: image/jp2
B03:
eo:bands:
- center_wavelength: 0.56
common_name: green
full_width_half_max: 0.045
name: B03
gsd: 10
href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B03.jp2
roles:
- data
title: Band 3 (green)
type: image/jp2
B04:
eo:bands:
- center_wavelength: 0.6645
common_name: red
full_width_half_max: 0.038
name: B04
gsd: 10
href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B04.jp2
roles:
- data
title: Band 4 (red)
type: image/jp2
B05:
eo:bands:
- center_wavelength: 0.7039
full_width_half_max: 0.019
name: B05
gsd: 20
href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B05.jp2
roles:
- data
title: Band 5
type: image/jp2
B06:
eo:bands:
- center_wavelength: 0.7402
full_width_half_max: 0.018
name: B06
gsd: 20
href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B06.jp2
roles:
- data
title: Band 6
type: image/jp2
B07:
eo:bands:
- center_wavelength: 0.7825
full_width_half_max: 0.028
name: B07
gsd: 20
href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B07.jp2
roles:
- data
title: Band 7
type: image/jp2
B08:
eo:bands:
- center_wavelength: 0.8351
common_name: nir
full_width_half_max: 0.145
name: B08
gsd: 10
href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B08.jp2
roles:
- data
title: Band 8 (nir)
type: image/jp2
B09:
eo:bands:
- center_wavelength: 0.945
full_width_half_max: 0.026
name: B09
gsd: 60
href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B09.jp2
roles:
- data
title: Band 9
type: image/jp2
B10:
eo:bands:
- center_wavelength: 1.3735
common_name: cirrus
full_width_half_max: 0.075
name: B10
gsd: 60
href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B10.jp2
roles:
- data
title: Band 10 (cirrus)
type: image/jp2
B11:
eo:bands:
- center_wavelength: 1.6137
common_name: swir16
full_width_half_max: 0.143
name: B11
gsd: 20
href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B11.jp2
roles:
- data
title: Band 11 (swir16)
type: image/jp2
B12:
eo:bands:
- center_wavelength: 2.22024
common_name: swir22
full_width_half_max: 0.242
name: B12
gsd: 20
href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B12.jp2
roles:
- data
title: Band 12 (swir22)
type: image/jp2
B8A:
eo:bands:
- center_wavelength: 0.8648
full_width_half_max: 0.033
name: B8A
gsd: 20
href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/B8A.jp2
roles:
- data
title: Band 8A
type: image/jp2
info:
href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/tileInfo.json
roles:
- metadata
title: Original JSON metadata
type: application/json
metadata:
href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/metadata.xml
roles:
- metadata
title: Original XML metadata
type: application/xml
overview:
eo:bands:
- center_wavelength: 0.6645
common_name: red
full_width_half_max: 0.038
name: B04
- center_wavelength: 0.56
common_name: green
full_width_half_max: 0.045
name: B03
- center_wavelength: 0.4966
common_name: blue
full_width_half_max: 0.098
name: B02
gsd: 10
href: s3://sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/TCI.jp2
roles:
- overview
title: True color image
type: image/jp2
thumbnail:
href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/11/S/LC/2017/11/28/0/preview.jpg
roles:
- thumbnail
title: Thumbnail
type: image/png
bbox:
- -119.30391904144093
- 37.83751264090908
- -118.02534804963985
- 38.84436482287841
collection: sentinel-s2-l1c
geometry:
coordinates:
- - - -119.27280734820701
- 37.83751264090908
- - -119.30391904144093
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- - -118.0393956703799
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- - -118.02534804963985
- 37.85498657505244
- - -119.27280734820701
- 37.83751264090908
type: Polygon
id: S2B_11SLC_20171128_0_L1C
links:
- href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l1c/items/S2B_11SLC_20171128_0_L1C
rel: self
- href: https://cirrus-v0-data-1qm7gekzjucbq.s3.us-west-2.amazonaws.com/sentinel-s2-l1c/11/S/LC/2017/11/S2B_11SLC_20171128_0_L1C/S2B_11SLC_20171128_0_L1C.json
rel: canonical
type: application/json
- href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l1c
rel: parent
- href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l1c
rel: collection
- href: https://earth-search.aws.element84.com/v0/
rel: root
properties:
constellation: sentinel-2
created: '2020-09-01T07:49:24.253Z'
data_coverage: 100
datetime: '2017-11-28T18:47:14Z'
eo:cloud_cover: 0.41
gsd: 10
instruments:
- msi
platform: sentinel-2b
proj:epsg: 32611
sentinel:data_coverage: 100
sentinel:grid_square: LC
sentinel:latitude_band: S
sentinel:product_id: S2B_MSIL1C_20171128T184719_N0206_R070_T11SLC_20171128T203222
sentinel:sequence: '0'
sentinel:utm_zone: 11
updated: '2020-09-01T07:49:24.253Z'
view:off_nadir: 0
stac_extensions:
- eo
- view
- proj
stac_version: 1.0.0-beta.2
type: Feature
filename: null
- !!python/object:satstac.item.Item
_assets_by_common_name: null
_collection: *id002
_data:
assets:
AOT:
href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R60m/AOT.jp2
roles:
- data
title: Aerosol Optical Thickness (AOT)
type: image/jp2
B01:
eo:bands:
- center_wavelength: 0.4439
common_name: coastal
full_width_half_max: 0.027
name: B01
gsd: 60
href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R60m/B01.jp2
roles:
- data
title: Band 1 (coastal)
type: image/jp2
B02:
eo:bands:
- center_wavelength: 0.4966
common_name: blue
full_width_half_max: 0.098
name: B02
gsd: 10
href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R10m/B02.jp2
roles:
- data
title: Band 2 (blue)
type: image/jp2
B03:
eo:bands:
- center_wavelength: 0.56
common_name: green
full_width_half_max: 0.045
name: B03
gsd: 10
href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R10m/B03.jp2
roles:
- data
title: Band 3 (green)
type: image/jp2
B04:
eo:bands:
- center_wavelength: 0.6645
common_name: red
full_width_half_max: 0.038
name: B04
gsd: 10
href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R10m/B04.jp2
roles:
- data
title: Band 4 (red)
type: image/jp2
B05:
eo:bands:
- center_wavelength: 0.7039
full_width_half_max: 0.019
name: B05
gsd: 20
href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R20m/B05.jp2
roles:
- data
title: Band 5
type: image/jp2
B06:
eo:bands:
- center_wavelength: 0.7402
full_width_half_max: 0.018
name: B06
gsd: 20
href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R20m/B06.jp2
roles:
- data
title: Band 6
type: image/jp2
B07:
eo:bands:
- center_wavelength: 0.7825
full_width_half_max: 0.028
name: B07
gsd: 20
href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R20m/B07.jp2
roles:
- data
title: Band 7
type: image/jp2
B08:
eo:bands:
- center_wavelength: 0.8351
common_name: nir
full_width_half_max: 0.145
name: B08
gsd: 10
href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R10m/B08.jp2
roles:
- data
title: Band 8 (nir)
type: image/jp2
B09:
eo:bands:
- center_wavelength: 0.945
full_width_half_max: 0.026
name: B09
gsd: 60
href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R60m/B09.jp2
roles:
- data
title: Band 9
type: image/jp2
B11:
eo:bands:
- center_wavelength: 1.6137
common_name: swir16
full_width_half_max: 0.143
name: B11
gsd: 20
href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R20m/B11.jp2
roles:
- data
title: Band 11 (swir16)
type: image/jp2
B12:
eo:bands:
- center_wavelength: 2.22024
common_name: swir22
full_width_half_max: 0.242
name: B12
gsd: 20
href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R20m/B12.jp2
roles:
- data
title: Band 12 (swir22)
type: image/jp2
B8A:
eo:bands:
- center_wavelength: 0.8648
full_width_half_max: 0.033
name: B8A
gsd: 20
href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R20m/B8A.jp2
roles:
- data
title: Band 8A
type: image/jp2
SCL:
href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/11/28/0/R20m/SCL.jp2
roles:
- data
title: Scene Classification Map (SCL)
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common_name: swir16
full_width_half_max: 0.143
name: B11
gsd: 20
href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/10/4/0/R20m/B11.jp2
roles:
- data
title: Band 11 (swir16)
type: image/jp2
B12:
eo:bands:
- center_wavelength: 2.22024
common_name: swir22
full_width_half_max: 0.242
name: B12
gsd: 20
href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/10/4/0/R20m/B12.jp2
roles:
- data
title: Band 12 (swir22)
type: image/jp2
B8A:
eo:bands:
- center_wavelength: 0.8648
full_width_half_max: 0.033
name: B8A
gsd: 20
href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/10/4/0/R20m/B8A.jp2
roles:
- data
title: Band 8A
type: image/jp2
SCL:
href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/10/4/0/R20m/SCL.jp2
roles:
- data
title: Scene Classification Map (SCL)
type: image/jp2
WVP:
href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/10/4/0/R10m/WVP.jp2
roles:
- data
title: Water Vapour (WVP)
type: image/jp2
info:
href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/11/S/LC/2017/10/4/0/tileInfo.json
roles:
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title: Original JSON metadata
type: application/json
metadata:
href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/11/S/LC/2017/10/4/0/metadata.xml
roles:
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title: Original XML metadata
type: application/xml
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eo:bands:
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name: B04
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full_width_half_max: 0.045
name: B03
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common_name: blue
full_width_half_max: 0.098
name: B02
gsd: 10
href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/10/4/0/qi/L2A_PVI.jp2
roles:
- overview
title: True color image
type: image/jp2
thumbnail:
href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/11/S/LC/2017/10/4/0/preview.jpg
roles:
- thumbnail
title: Thumbnail
type: image/png
visual:
eo:bands:
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common_name: red
full_width_half_max: 0.038
name: B04
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full_width_half_max: 0.045
name: B03
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common_name: blue
full_width_half_max: 0.098
name: B02
gsd: 10
href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/10/4/0/R10m/TCI.jp2
roles:
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title: True color image
type: image/jp2
visual_20m:
eo:bands:
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common_name: red
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name: B04
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name: B03
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common_name: blue
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name: B02
gsd: 20
href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/10/4/0/R20m/TCI.jp2
roles:
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title: True color image
type: image/jp2
visual_60m:
eo:bands:
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common_name: red
full_width_half_max: 0.038
name: B04
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name: B03
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common_name: blue
full_width_half_max: 0.098
name: B02
gsd: 60
href: s3://sentinel-s2-l2a/tiles/11/S/LC/2017/10/4/0/R60m/TCI.jp2
roles:
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title: True color image
type: image/jp2
bbox:
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collection: sentinel-s2-l2a
geometry:
coordinates:
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id: S2A_11SLC_20171004_0_L2A
links:
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rel: self
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rel: canonical
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rel: parent
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rel: collection
- href: https://earth-search.aws.element84.com/v0/
rel: root
properties:
constellation: sentinel-2
created: '2020-09-01T07:49:24.374Z'
datetime: '2017-10-04T18:45:27Z'
eo:cloud_cover: 5.17
gsd: 10
instruments:
- msi
platform: sentinel-2a
proj:epsg: 32611
sentinel:data_coverage: 100
sentinel:grid_square: LC
sentinel:latitude_band: S
sentinel:product_id: S2A_MSIL2A_20171004T184221_N0001_R070_T11SLC_20200715T100749
sentinel:sequence: '0'
sentinel:utm_zone: 11
sentinel:valid_cloud_cover: true
updated: '2020-09-01T07:49:24.374Z'
view:off_nadir: 0
stac_extensions:
- eo
- view
- proj
stac_version: 1.0.0-beta.2
type: Feature
filename: null
- !!python/object:satstac.item.Item
_assets_by_common_name: null
_collection: *id003
_data:
assets:
AOT:
href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/AOT.tif
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proj:transform:
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roles:
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title: Aerosol Optical Thickness (AOT)
type: image/tiff; application=geotiff; profile=cloud-optimized
B01:
eo:bands:
- center_wavelength: 0.4439
common_name: coastal
full_width_half_max: 0.027
name: B01
gsd: 60
href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B01.tif
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proj:transform:
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roles:
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title: Band 1 (coastal)
type: image/tiff; application=geotiff; profile=cloud-optimized
B02:
eo:bands:
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common_name: blue
full_width_half_max: 0.098
name: B02
gsd: 10
href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B02.tif
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proj:transform:
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roles:
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title: Band 2 (blue)
type: image/tiff; application=geotiff; profile=cloud-optimized
B03:
eo:bands:
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common_name: green
full_width_half_max: 0.045
name: B03
gsd: 10
href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B03.tif
proj:shape:
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proj:transform:
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roles:
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title: Band 3 (green)
type: image/tiff; application=geotiff; profile=cloud-optimized
B04:
eo:bands:
- center_wavelength: 0.6645
common_name: red
full_width_half_max: 0.038
name: B04
gsd: 10
href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B04.tif
proj:shape:
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proj:transform:
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roles:
- data
title: Band 4 (red)
type: image/tiff; application=geotiff; profile=cloud-optimized
B05:
eo:bands:
- center_wavelength: 0.7039
full_width_half_max: 0.019
name: B05
gsd: 20
href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B05.tif
proj:shape:
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proj:transform:
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roles:
- data
title: Band 5
type: image/tiff; application=geotiff; profile=cloud-optimized
B06:
eo:bands:
- center_wavelength: 0.7402
full_width_half_max: 0.018
name: B06
gsd: 20
href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B06.tif
proj:shape:
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proj:transform:
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roles:
- data
title: Band 6
type: image/tiff; application=geotiff; profile=cloud-optimized
B07:
eo:bands:
- center_wavelength: 0.7825
full_width_half_max: 0.028
name: B07
gsd: 20
href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B07.tif
proj:shape:
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proj:transform:
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roles:
- data
title: Band 7
type: image/tiff; application=geotiff; profile=cloud-optimized
B08:
eo:bands:
- center_wavelength: 0.8351
common_name: nir
full_width_half_max: 0.145
name: B08
gsd: 10
href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B08.tif
proj:shape:
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proj:transform:
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roles:
- data
title: Band 8 (nir)
type: image/tiff; application=geotiff; profile=cloud-optimized
B09:
eo:bands:
- center_wavelength: 0.945
full_width_half_max: 0.026
name: B09
gsd: 60
href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B09.tif
proj:shape:
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proj:transform:
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roles:
- data
title: Band 9
type: image/tiff; application=geotiff; profile=cloud-optimized
B11:
eo:bands:
- center_wavelength: 1.6137
common_name: swir16
full_width_half_max: 0.143
name: B11
gsd: 20
href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B11.tif
proj:shape:
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proj:transform:
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roles:
- data
title: Band 11 (swir16)
type: image/tiff; application=geotiff; profile=cloud-optimized
B12:
eo:bands:
- center_wavelength: 2.22024
common_name: swir22
full_width_half_max: 0.242
name: B12
gsd: 20
href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B12.tif
proj:shape:
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proj:transform:
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roles:
- data
title: Band 12 (swir22)
type: image/tiff; application=geotiff; profile=cloud-optimized
B8A:
eo:bands:
- center_wavelength: 0.8648
full_width_half_max: 0.033
name: B8A
gsd: 20
href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/B8A.tif
proj:shape:
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proj:transform:
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roles:
- data
title: Band 8A
type: image/tiff; application=geotiff; profile=cloud-optimized
SCL:
href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/SCL.tif
proj:shape:
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proj:transform:
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roles:
- data
title: Scene Classification Map (SCL)
type: image/tiff; application=geotiff; profile=cloud-optimized
WVP:
href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/WVP.tif
proj:shape:
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proj:transform:
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roles:
- data
title: Water Vapour (WVP)
type: image/tiff; application=geotiff; profile=cloud-optimized
info:
href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/11/S/LC/2017/10/4/0/tileInfo.json
roles:
- metadata
title: Original JSON metadata
type: application/json
metadata:
href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/11/S/LC/2017/10/4/0/metadata.xml
roles:
- metadata
title: Original XML metadata
type: application/xml
overview:
eo:bands:
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common_name: red
full_width_half_max: 0.038
name: B04
- center_wavelength: 0.56
common_name: green
full_width_half_max: 0.045
name: B03
- center_wavelength: 0.4966
common_name: blue
full_width_half_max: 0.098
name: B02
gsd: 10
href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/L2A_PVI.tif
proj:shape:
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proj:transform:
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roles:
- overview
title: True color image
type: image/tiff; application=geotiff; profile=cloud-optimized
thumbnail:
href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/11/S/LC/2017/10/4/0/preview.jpg
roles:
- thumbnail
title: Thumbnail
type: image/png
visual:
eo:bands:
- center_wavelength: 0.6645
common_name: red
full_width_half_max: 0.038
name: B04
- center_wavelength: 0.56
common_name: green
full_width_half_max: 0.045
name: B03
- center_wavelength: 0.4966
common_name: blue
full_width_half_max: 0.098
name: B02
gsd: 10
href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/TCI.tif
proj:shape:
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proj:transform:
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roles:
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title: True color image
type: image/tiff; application=geotiff; profile=cloud-optimized
bbox:
- -119.30391904144093
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- -118.02534804963985
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collection: sentinel-s2-l2a-cogs
geometry:
coordinates:
- - - -119.27280734820701
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- - -119.30391904144093
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type: Polygon
id: S2A_11SLC_20171004_0_L2A
links:
- href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2A_11SLC_20171004_0_L2A
rel: self
- href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/S2A_11SLC_20171004_0_L2A.json
rel: canonical
type: application/json
- href: https://cirrus-v0-data-1qm7gekzjucbq.s3.us-west-2.amazonaws.com/sentinel-s2-l2a/11/S/LC/2017/10/S2A_11SLC_20171004_0_L2A/S2A_11SLC_20171004_0_L2A.json
rel: canonical
type: application/json
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rel: derived_from
title: Source STAC Item
type: application/json
- href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs
rel: parent
- href: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs
rel: collection
- href: https://earth-search.aws.element84.com/v0/
rel: root
properties:
constellation: sentinel-2
created: '2020-09-02T00:16:55.979Z'
datetime: '2017-10-04T18:45:27Z'
eo:cloud_cover: 5.17
gsd: 10
instruments:
- msi
platform: sentinel-2a
proj:epsg: 32611
sentinel:data_coverage: 100
sentinel:grid_square: LC
sentinel:latitude_band: S
sentinel:product_id: S2A_MSIL2A_20171004T184221_N0001_R070_T11SLC_20200715T100749
sentinel:sequence: '0'
sentinel:utm_zone: 11
sentinel:valid_cloud_cover: true
updated: '2020-09-02T00:16:55.979Z'
view:off_nadir: 0
properties.sentinel:boa_offset_applied: false
stac_extensions:
- eo
- view
- proj
stac_version: 1.0.0-beta.2
type: Feature
filename: null
description: ''
driver: intake.catalog.base.Catalog
metadata: {}
list(catalog)
[S2B_11SLC_20171128_0_L1C,
S2B_11SLC_20171128_0_L2A,
S2B_11SLC_20171128_0_L2A,
S2B_11SLC_20171118_0_L1C,
S2B_11SLC_20171118_0_L2A,
S2B_11SLC_20171118_0_L2A,
S2A_11SLC_20171113_0_L1C,
S2A_11SLC_20171113_0_L2A,
S2A_11SLC_20171113_0_L2A,
S2A_11SLC_20171024_0_L1C,
S2A_11SLC_20171024_0_L2A,
S2A_11SLC_20171024_0_L2A,
S2B_11SLC_20171019_0_L1C,
S2B_11SLC_20171019_0_L2A,
S2B_11SLC_20171019_0_L2A,
S2A_11SLC_20171004_0_L1C,
S2A_11SLC_20171004_0_L2A,
S2A_11SLC_20171004_0_L2A]
sceneid = 'S2A_11SLC_20171004_0_L2A'
k = list(catalog)[0]
k
S2B_11SLC_20171128_0_L1C
type(i)
satstac.item.Item
for i in catalog:
pass
i.asset
S2A_11SLC_20171004_0_L2A
import xarray as xr
item = catalog[sceneid]
da = item['B2'].to_dask()
da.data
---------------------------------------------------------------------------
KeyError Traceback (most recent call last)
Cell In[60], line 3
1 import xarray as xr
----> 3 item = catalog[sceneid]
4 da = item['B2'].to_dask()
5 da.data
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake/catalog/base.py:464, in Catalog.__getitem__(self, key)
462 out = out[part]
463 return out()
--> 464 raise KeyError(key)
KeyError: 'S2A_11SLC_20171004_0_L2A'
Replacing sat-search with pystac…
https://github.com/stac-utils/pystac/issues/256#issuecomment-1307934430
import pystac
import pystac_client
import json
from pystac_client import Client
from pystac import ItemCollection
from pystac.validation import validate_dict
print(pystac.__version__)
print(pystac_client.__version__)
bbox = [35.48, -3.24, 35.58, -3.14]
dates = "2020-07-01/2020-08-15"
URL = "https://earth-search.aws.element84.com/v0"
client = Client.open(URL)
results = client.search(
collections=["sentinel-s2-l2a-cogs"],
datetime=dates,
bbox=bbox,
)
# 18 items found
items = results.item_collection()
print(len(items))
items.save_object("my-s2-l2a-cogs.json")
# validating an ItemCollection doesn't make sense, as there isn't a jsonschema for it.
item_collection = ItemCollection.from_file("my-s2-l2a-cogs.json")
1.6.1
0.5.1
18
item_collection
ItemCollection
Items
Item: S2A_36MYB_20200814_0_L2A
| ID: S2A_36MYB_20200814_0_L2A |
| Bounding Box: [34.79870551983084, -3.7056906919566326, 35.755863403460744, -2.7110273448887328] |
| Datetime: 2020-08-14 08:11:00+00:00 |
| created: 2020-08-17T19:57:08.648Z |
| sentinel:product_id: S2A_MSIL2A_20200814T074621_N0214_R135_T36MYB_20200814T103139 |
| sentinel:sequence: 0 |
| view:off_nadir: 0 |
| sentinel:valid_cloud_cover: True |
| platform: sentinel-2a |
| sentinel:utm_zone: 36 |
| proj:epsg: 32736 |
| sentinel:grid_square: YB |
| datetime: 2020-08-14T08:11:00Z |
| instruments: ['msi'] |
| constellation: sentinel-2 |
| eo:cloud_cover: 47.78 |
| gsd: 10 |
| sentinel:latitude_band: M |
| sentinel:data_coverage: 85.74 |
| updated: 2020-08-17T19:57:08.648Z |
| stac_extensions: ['eo', 'view', 'proj'] |
| properties.sentinel:boa_offset_applied: False |
Assets
Asset: True color image
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/L2A_PVI.tif |
| Title: True color image |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [343, 343] |
| proj:transform: [320, 0, 699960, 0, -320, 9700000, 0, 0, 1] |
Asset: Thumbnail
| href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/36/M/YB/2020/8/14/0/preview.jpg |
| Title: Thumbnail |
| Media type: image/png |
| Owner: |
Asset: Original XML metadata
| href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/8/14/0/metadata.xml |
| Title: Original XML metadata |
| Media type: application/xml |
| Owner: |
Asset: Band 11 (swir16)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B11.tif |
| Title: Band 11 (swir16) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 1 (coastal)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B01.tif |
| Title: Band 1 (coastal) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Band 12 (swir22)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B12.tif |
| Title: Band 12 (swir22) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 2 (blue)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B02.tif |
| Title: Band 2 (blue) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 3 (green)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B03.tif |
| Title: Band 3 (green) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 4 (red)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B04.tif |
| Title: Band 4 (red) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Aerosol Optical Thickness (AOT)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/AOT.tif |
| Title: Aerosol Optical Thickness (AOT) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Band 5
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B05.tif |
| Title: Band 5 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 6
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B06.tif |
| Title: Band 6 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 7
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B07.tif |
| Title: Band 7 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 8 (nir)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B08.tif |
| Title: Band 8 (nir) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 8A
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B8A.tif |
| Title: Band 8A |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 9
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/B09.tif |
| Title: Band 9 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Water Vapour (WVP)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/WVP.tif |
| Title: Water Vapour (WVP) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: True color image
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/TCI.tif |
| Title: True color image |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Scene Classification Map (SCL)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/SCL.tif |
| Title: Scene Classification Map (SCL) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Original JSON metadata
| href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/8/14/0/tileInfo.json |
| Title: Original JSON metadata |
| Media type: application/json |
| Owner: |
Links
Link:
| Rel: self |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2A_36MYB_20200814_0_L2A |
Link:
Source STAC Item
| Rel: derived_from |
| Target: s3://cirrus-v0-data-1qm7gekzjucbq/sentinel-s2-l2a/36/M/YB/2020/8/S2A_36MYB_20200814_0_L2A/S2A_36MYB_20200814_0_L2A.json |
| Media Type: application/json |
Link:
| Rel: parent |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs |
Link:
| Rel: collection |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs |
Link:
Earth Search
| Rel: root |
| Target: https://earth-search.aws.element84.com/v0 |
| Media Type: application/json |
Item: S2A_36MYB_20200811_0_L2A
| ID: S2A_36MYB_20200811_0_L2A |
| Bounding Box: [35.3528545470006, -3.704390328989478, 35.78841174435426, -2.7109586089556537] |
| Datetime: 2020-08-11 08:01:05+00:00 |
| created: 2020-09-19T02:55:16.877Z |
| sentinel:product_id: S2A_MSIL2A_20200811T073621_N0214_R092_T36MYB_20200811T114649 |
| sentinel:sequence: 0 |
| view:off_nadir: 0 |
| sentinel:valid_cloud_cover: True |
| platform: sentinel-2a |
| sentinel:utm_zone: 36 |
| proj:epsg: 32736 |
| sentinel:grid_square: YB |
| datetime: 2020-08-11T08:01:05Z |
| instruments: ['msi'] |
| constellation: sentinel-2 |
| eo:cloud_cover: 12.78 |
| gsd: 10 |
| sentinel:latitude_band: M |
| sentinel:data_coverage: 32.62 |
| updated: 2020-09-19T02:55:16.877Z |
| stac_extensions: ['eo', 'view', 'proj'] |
| properties.sentinel:boa_offset_applied: False |
Assets
Asset: True color image
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/L2A_PVI.tif |
| Title: True color image |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [343, 343] |
| proj:transform: [320, 0, 699960, 0, -320, 9700000, 0, 0, 1] |
Asset: Thumbnail
| href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/36/M/YB/2020/8/11/0/preview.jpg |
| Title: Thumbnail |
| Media type: image/png |
| Owner: |
Asset: Original XML metadata
| href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/8/11/0/metadata.xml |
| Title: Original XML metadata |
| Media type: application/xml |
| Owner: |
Asset: Band 11 (swir16)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B11.tif |
| Title: Band 11 (swir16) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 1 (coastal)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B01.tif |
| Title: Band 1 (coastal) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Band 12 (swir22)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B12.tif |
| Title: Band 12 (swir22) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 2 (blue)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B02.tif |
| Title: Band 2 (blue) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 3 (green)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B03.tif |
| Title: Band 3 (green) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 4 (red)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B04.tif |
| Title: Band 4 (red) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Aerosol Optical Thickness (AOT)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/AOT.tif |
| Title: Aerosol Optical Thickness (AOT) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Band 5
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B05.tif |
| Title: Band 5 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 6
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B06.tif |
| Title: Band 6 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 7
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B07.tif |
| Title: Band 7 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 8 (nir)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B08.tif |
| Title: Band 8 (nir) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 8A
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B8A.tif |
| Title: Band 8A |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 9
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/B09.tif |
| Title: Band 9 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Water Vapour (WVP)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/WVP.tif |
| Title: Water Vapour (WVP) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: True color image
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/TCI.tif |
| Title: True color image |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Scene Classification Map (SCL)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/SCL.tif |
| Title: Scene Classification Map (SCL) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Original JSON metadata
| href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/8/11/0/tileInfo.json |
| Title: Original JSON metadata |
| Media type: application/json |
| Owner: |
Links
Link:
| Rel: self |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2A_36MYB_20200811_0_L2A |
Link:
| Rel: canonical |
| Target: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200811_0_L2A/S2A_36MYB_20200811_0_L2A.json |
| Media Type: application/json |
Link:
Source STAC Item
| Rel: derived_from |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a/items/S2A_36MYB_20200811_0_L2A |
| Media Type: application/json |
Link:
| Rel: parent |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs |
Link:
| Rel: collection |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs |
Link:
Earth Search
| Rel: root |
| Target: https://earth-search.aws.element84.com/v0 |
| Media Type: application/json |
Item: S2B_36MYB_20200809_0_L2A
| ID: S2B_36MYB_20200809_0_L2A |
| Bounding Box: [34.79870551983084, -3.7056906919566326, 35.76700629249285, -2.7110017811328926] |
| Datetime: 2020-08-09 08:10:57+00:00 |
| datetime: 2020-08-09T08:10:57Z |
| platform: sentinel-2b |
| constellation: sentinel-2 |
| instruments: ['msi'] |
| gsd: 10 |
| view:off_nadir: 0 |
| proj:epsg: 32736 |
| sentinel:utm_zone: 36 |
| sentinel:latitude_band: M |
| sentinel:grid_square: YB |
| sentinel:sequence: 0 |
| sentinel:product_id: S2B_MSIL2A_20200809T074619_N0214_R135_T36MYB_20200809T103816 |
| sentinel:data_coverage: 86.85 |
| eo:cloud_cover: 77.28 |
| sentinel:valid_cloud_cover: True |
| created: 2020-08-18T10:57:54.124Z |
| updated: 2020-08-18T10:57:54.124Z |
| stac_extensions: ['eo', 'view', 'proj'] |
Assets
Asset: Thumbnail
| href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/36/M/YB/2020/8/9/0/preview.jpg |
| Title: Thumbnail |
| Media type: image/png |
| Owner: |
Asset: True color image
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200809_0_L2A/L2A_PVI.tif |
| Title: True color image |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [343, 343] |
| proj:transform: [320, 0, 699960, 0, -320, 9700000, 0, 0, 1] |
Asset: Original JSON metadata
| href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/8/9/0/tileInfo.json |
| Title: Original JSON metadata |
| Media type: application/json |
| Owner: |
Asset: Original XML metadata
| href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/8/9/0/metadata.xml |
| Title: Original XML metadata |
| Media type: application/xml |
| Owner: |
Asset: True color image
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| Title: True color image |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 1 (coastal)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200809_0_L2A/B01.tif |
| Title: Band 1 (coastal) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Band 2 (blue)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200809_0_L2A/B02.tif |
| Title: Band 2 (blue) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 3 (green)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200809_0_L2A/B03.tif |
| Title: Band 3 (green) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 4 (red)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200809_0_L2A/B04.tif |
| Title: Band 4 (red) |
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| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 5
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200809_0_L2A/B05.tif |
| Title: Band 5 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 6
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200809_0_L2A/B06.tif |
| Title: Band 6 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 7
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200809_0_L2A/B07.tif |
| Title: Band 7 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 8 (nir)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200809_0_L2A/B08.tif |
| Title: Band 8 (nir) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 8A
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200809_0_L2A/B8A.tif |
| Title: Band 8A |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 9
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200809_0_L2A/B09.tif |
| Title: Band 9 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Band 11 (swir16)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200809_0_L2A/B11.tif |
| Title: Band 11 (swir16) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 12 (swir22)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200809_0_L2A/B12.tif |
| Title: Band 12 (swir22) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Aerosol Optical Thickness (AOT)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200809_0_L2A/AOT.tif |
| Title: Aerosol Optical Thickness (AOT) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Water Vapour (WVP)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200809_0_L2A/WVP.tif |
| Title: Water Vapour (WVP) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Scene Classification Map (SCL)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200809_0_L2A/SCL.tif |
| Title: Scene Classification Map (SCL) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Links
Link:
| Rel: self |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2B_36MYB_20200809_0_L2A |
Link:
Source STAC Item
| Rel: derived_from |
| Target: s3://cirrus-v0-data-1qm7gekzjucbq/sentinel-s2-l2a/36/M/YB/2020/8/S2B_36MYB_20200809_0_L2A/S2B_36MYB_20200809_0_L2A.json |
| Media Type: application/json |
Link:
| Rel: parent |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs |
Link:
| Rel: collection |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs |
Link:
Earth Search
| Rel: root |
| Target: https://earth-search.aws.element84.com/v0 |
| Media Type: application/json |
Item: S2B_36MYB_20200806_0_L2A
| ID: S2B_36MYB_20200806_0_L2A |
| Bounding Box: [35.361851558698646, -3.704366288842677, 35.78841174435426, -2.7109586089556537] |
| Datetime: 2020-08-06 08:01:02+00:00 |
| datetime: 2020-08-06T08:01:02Z |
| platform: sentinel-2b |
| constellation: sentinel-2 |
| instruments: ['msi'] |
| gsd: 10 |
| view:off_nadir: 0 |
| proj:epsg: 32736 |
| sentinel:utm_zone: 36 |
| sentinel:latitude_band: M |
| sentinel:grid_square: YB |
| sentinel:sequence: 0 |
| sentinel:product_id: S2B_MSIL2A_20200806T073619_N0214_R092_T36MYB_20200806T113023 |
| sentinel:data_coverage: 31.77 |
| eo:cloud_cover: 0 |
| sentinel:valid_cloud_cover: True |
| created: 2020-08-17T20:39:17.063Z |
| updated: 2020-08-17T20:39:17.063Z |
| stac_extensions: ['eo', 'view', 'proj'] |
Assets
Asset: Thumbnail
| href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/36/M/YB/2020/8/6/0/preview.jpg |
| Title: Thumbnail |
| Media type: image/png |
| Owner: |
Asset: True color image
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200806_0_L2A/L2A_PVI.tif |
| Title: True color image |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [343, 343] |
| proj:transform: [320, 0, 699960, 0, -320, 9700000, 0, 0, 1] |
Asset: Original JSON metadata
| href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/8/6/0/tileInfo.json |
| Title: Original JSON metadata |
| Media type: application/json |
| Owner: |
Asset: Original XML metadata
| href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/8/6/0/metadata.xml |
| Title: Original XML metadata |
| Media type: application/xml |
| Owner: |
Asset: True color image
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200806_0_L2A/TCI.tif |
| Title: True color image |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 1 (coastal)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200806_0_L2A/B01.tif |
| Title: Band 1 (coastal) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Band 2 (blue)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200806_0_L2A/B02.tif |
| Title: Band 2 (blue) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 3 (green)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200806_0_L2A/B03.tif |
| Title: Band 3 (green) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 4 (red)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200806_0_L2A/B04.tif |
| Title: Band 4 (red) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 5
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200806_0_L2A/B05.tif |
| Title: Band 5 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 6
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200806_0_L2A/B06.tif |
| Title: Band 6 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 7
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200806_0_L2A/B07.tif |
| Title: Band 7 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 8 (nir)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200806_0_L2A/B08.tif |
| Title: Band 8 (nir) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 8A
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200806_0_L2A/B8A.tif |
| Title: Band 8A |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 9
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200806_0_L2A/B09.tif |
| Title: Band 9 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Band 11 (swir16)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200806_0_L2A/B11.tif |
| Title: Band 11 (swir16) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 12 (swir22)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200806_0_L2A/B12.tif |
| Title: Band 12 (swir22) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Aerosol Optical Thickness (AOT)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200806_0_L2A/AOT.tif |
| Title: Aerosol Optical Thickness (AOT) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Water Vapour (WVP)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200806_0_L2A/WVP.tif |
| Title: Water Vapour (WVP) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Scene Classification Map (SCL)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2B_36MYB_20200806_0_L2A/SCL.tif |
| Title: Scene Classification Map (SCL) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Links
Link:
| Rel: self |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2B_36MYB_20200806_0_L2A |
Link:
Source STAC Item
| Rel: derived_from |
| Target: s3://cirrus-v0-data-1qm7gekzjucbq/sentinel-s2-l2a/36/M/YB/2020/8/S2B_36MYB_20200806_0_L2A/S2B_36MYB_20200806_0_L2A.json |
| Media Type: application/json |
Link:
| Rel: parent |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs |
Link:
| Rel: collection |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs |
Link:
Earth Search
| Rel: root |
| Target: https://earth-search.aws.element84.com/v0 |
| Media Type: application/json |
Item: S2A_36MYB_20200804_0_L2A
| ID: S2A_36MYB_20200804_0_L2A |
| Bounding Box: [34.79870551983084, -3.7056906919566326, 35.757300644517535, -2.7110240533940337] |
| Datetime: 2020-08-04 08:11:00+00:00 |
| created: 2020-08-17T21:33:14.530Z |
| sentinel:product_id: S2A_MSIL2A_20200804T074621_N0214_R135_T36MYB_20200804T104333 |
| sentinel:sequence: 0 |
| view:off_nadir: 0 |
| sentinel:valid_cloud_cover: True |
| platform: sentinel-2a |
| sentinel:utm_zone: 36 |
| proj:epsg: 32736 |
| sentinel:grid_square: YB |
| datetime: 2020-08-04T08:11:00Z |
| instruments: ['msi'] |
| constellation: sentinel-2 |
| eo:cloud_cover: 75.37 |
| gsd: 10 |
| sentinel:latitude_band: M |
| sentinel:data_coverage: 85.89 |
| updated: 2020-08-17T21:33:14.530Z |
| stac_extensions: ['eo', 'view', 'proj'] |
| properties.sentinel:boa_offset_applied: False |
Assets
Asset: True color image
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200804_0_L2A/L2A_PVI.tif |
| Title: True color image |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [343, 343] |
| proj:transform: [320, 0, 699960, 0, -320, 9700000, 0, 0, 1] |
Asset: Thumbnail
| href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/36/M/YB/2020/8/4/0/preview.jpg |
| Title: Thumbnail |
| Media type: image/png |
| Owner: |
Asset: Original XML metadata
| href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/8/4/0/metadata.xml |
| Title: Original XML metadata |
| Media type: application/xml |
| Owner: |
Asset: Band 11 (swir16)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200804_0_L2A/B11.tif |
| Title: Band 11 (swir16) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 1 (coastal)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200804_0_L2A/B01.tif |
| Title: Band 1 (coastal) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Band 12 (swir22)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200804_0_L2A/B12.tif |
| Title: Band 12 (swir22) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 2 (blue)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200804_0_L2A/B02.tif |
| Title: Band 2 (blue) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 3 (green)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200804_0_L2A/B03.tif |
| Title: Band 3 (green) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 4 (red)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200804_0_L2A/B04.tif |
| Title: Band 4 (red) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Aerosol Optical Thickness (AOT)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200804_0_L2A/AOT.tif |
| Title: Aerosol Optical Thickness (AOT) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Band 5
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200804_0_L2A/B05.tif |
| Title: Band 5 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 6
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200804_0_L2A/B06.tif |
| Title: Band 6 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 7
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200804_0_L2A/B07.tif |
| Title: Band 7 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 8 (nir)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200804_0_L2A/B08.tif |
| Title: Band 8 (nir) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 8A
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200804_0_L2A/B8A.tif |
| Title: Band 8A |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 9
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200804_0_L2A/B09.tif |
| Title: Band 9 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Water Vapour (WVP)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200804_0_L2A/WVP.tif |
| Title: Water Vapour (WVP) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: True color image
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200804_0_L2A/TCI.tif |
| Title: True color image |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Scene Classification Map (SCL)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200804_0_L2A/SCL.tif |
| Title: Scene Classification Map (SCL) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Original JSON metadata
| href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/8/4/0/tileInfo.json |
| Title: Original JSON metadata |
| Media type: application/json |
| Owner: |
Links
Link:
| Rel: self |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2A_36MYB_20200804_0_L2A |
Link:
Source STAC Item
| Rel: derived_from |
| Target: s3://cirrus-v0-data-1qm7gekzjucbq/sentinel-s2-l2a/36/M/YB/2020/8/S2A_36MYB_20200804_0_L2A/S2A_36MYB_20200804_0_L2A.json |
| Media Type: application/json |
Link:
| Rel: parent |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs |
Link:
| Rel: collection |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs |
Link:
Earth Search
| Rel: root |
| Target: https://earth-search.aws.element84.com/v0 |
| Media Type: application/json |
Item: S2A_36MYB_20200801_0_L2A
| ID: S2A_36MYB_20200801_0_L2A |
| Bounding Box: [35.354473584331565, -3.704386009664254, 35.78841174435426, -2.7109586089556537] |
| Datetime: 2020-08-01 08:01:05+00:00 |
| datetime: 2020-08-01T08:01:05Z |
| platform: sentinel-2a |
| constellation: sentinel-2 |
| instruments: ['msi'] |
| gsd: 10 |
| view:off_nadir: 0 |
| proj:epsg: 32736 |
| sentinel:utm_zone: 36 |
| sentinel:latitude_band: M |
| sentinel:grid_square: YB |
| sentinel:sequence: 0 |
| sentinel:product_id: S2A_MSIL2A_20200801T073621_N0214_R092_T36MYB_20200801T102406 |
| sentinel:data_coverage: 32.57 |
| eo:cloud_cover: 62.8 |
| sentinel:valid_cloud_cover: True |
| created: 2020-08-18T10:54:09.447Z |
| updated: 2020-08-18T10:54:09.447Z |
| stac_extensions: ['eo', 'view', 'proj'] |
Assets
Asset: Thumbnail
| href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/36/M/YB/2020/8/1/0/preview.jpg |
| Title: Thumbnail |
| Media type: image/png |
| Owner: |
Asset: True color image
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200801_0_L2A/L2A_PVI.tif |
| Title: True color image |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [343, 343] |
| proj:transform: [320, 0, 699960, 0, -320, 9700000, 0, 0, 1] |
Asset: Original JSON metadata
| href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/8/1/0/tileInfo.json |
| Title: Original JSON metadata |
| Media type: application/json |
| Owner: |
Asset: Original XML metadata
| href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/8/1/0/metadata.xml |
| Title: Original XML metadata |
| Media type: application/xml |
| Owner: |
Asset: True color image
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200801_0_L2A/TCI.tif |
| Title: True color image |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 1 (coastal)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200801_0_L2A/B01.tif |
| Title: Band 1 (coastal) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Band 2 (blue)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200801_0_L2A/B02.tif |
| Title: Band 2 (blue) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 3 (green)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200801_0_L2A/B03.tif |
| Title: Band 3 (green) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 4 (red)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200801_0_L2A/B04.tif |
| Title: Band 4 (red) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 5
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200801_0_L2A/B05.tif |
| Title: Band 5 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 6
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200801_0_L2A/B06.tif |
| Title: Band 6 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 7
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200801_0_L2A/B07.tif |
| Title: Band 7 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 8 (nir)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200801_0_L2A/B08.tif |
| Title: Band 8 (nir) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 8A
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200801_0_L2A/B8A.tif |
| Title: Band 8A |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 9
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200801_0_L2A/B09.tif |
| Title: Band 9 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Band 11 (swir16)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200801_0_L2A/B11.tif |
| Title: Band 11 (swir16) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 12 (swir22)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200801_0_L2A/B12.tif |
| Title: Band 12 (swir22) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Aerosol Optical Thickness (AOT)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200801_0_L2A/AOT.tif |
| Title: Aerosol Optical Thickness (AOT) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Water Vapour (WVP)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200801_0_L2A/WVP.tif |
| Title: Water Vapour (WVP) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Scene Classification Map (SCL)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/8/S2A_36MYB_20200801_0_L2A/SCL.tif |
| Title: Scene Classification Map (SCL) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Links
Link:
| Rel: self |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2A_36MYB_20200801_0_L2A |
Link:
Source STAC Item
| Rel: derived_from |
| Target: s3://cirrus-v0-data-1qm7gekzjucbq/sentinel-s2-l2a/36/M/YB/2020/8/S2A_36MYB_20200801_0_L2A/S2A_36MYB_20200801_0_L2A.json |
| Media Type: application/json |
Link:
| Rel: parent |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs |
Link:
| Rel: collection |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs |
Link:
Earth Search
| Rel: root |
| Target: https://earth-search.aws.element84.com/v0 |
| Media Type: application/json |
Item: S2B_36MYB_20200730_0_L2A
| ID: S2B_36MYB_20200730_0_L2A |
| Bounding Box: [34.79870551983084, -3.7056906919566326, 35.7687137359457, -2.7109978548485385] |
| Datetime: 2020-07-30 08:10:57+00:00 |
| datetime: 2020-07-30T08:10:57Z |
| platform: sentinel-2b |
| constellation: sentinel-2 |
| instruments: ['msi'] |
| gsd: 10 |
| view:off_nadir: 0 |
| proj:epsg: 32736 |
| sentinel:utm_zone: 36 |
| sentinel:latitude_band: M |
| sentinel:grid_square: YB |
| sentinel:sequence: 0 |
| sentinel:product_id: S2B_MSIL2A_20200730T074619_N0214_R135_T36MYB_20200730T111202 |
| sentinel:data_coverage: 87.03 |
| eo:cloud_cover: 5.89 |
| sentinel:valid_cloud_cover: True |
| created: 2020-08-18T09:45:24.058Z |
| updated: 2020-08-18T09:45:24.058Z |
| stac_extensions: ['eo', 'view', 'proj'] |
Assets
Asset: Thumbnail
| href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/36/M/YB/2020/7/30/0/preview.jpg |
| Title: Thumbnail |
| Media type: image/png |
| Owner: |
Asset: True color image
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200730_0_L2A/L2A_PVI.tif |
| Title: True color image |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [343, 343] |
| proj:transform: [320, 0, 699960, 0, -320, 9700000, 0, 0, 1] |
Asset: Original JSON metadata
| href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/7/30/0/tileInfo.json |
| Title: Original JSON metadata |
| Media type: application/json |
| Owner: |
Asset: Original XML metadata
| href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/7/30/0/metadata.xml |
| Title: Original XML metadata |
| Media type: application/xml |
| Owner: |
Asset: True color image
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200730_0_L2A/TCI.tif |
| Title: True color image |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
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| proj:shape: [10980, 10980] |
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Asset: Band 1 (coastal)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200730_0_L2A/B01.tif |
| Title: Band 1 (coastal) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Band 2 (blue)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200730_0_L2A/B02.tif |
| Title: Band 2 (blue) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 3 (green)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200730_0_L2A/B03.tif |
| Title: Band 3 (green) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
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| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 4 (red)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200730_0_L2A/B04.tif |
| Title: Band 4 (red) |
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| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 5
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200730_0_L2A/B05.tif |
| Title: Band 5 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 6
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200730_0_L2A/B06.tif |
| Title: Band 6 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
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| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 7
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200730_0_L2A/B07.tif |
| Title: Band 7 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 8 (nir)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200730_0_L2A/B08.tif |
| Title: Band 8 (nir) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 8A
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200730_0_L2A/B8A.tif |
| Title: Band 8A |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 9
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200730_0_L2A/B09.tif |
| Title: Band 9 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Band 11 (swir16)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200730_0_L2A/B11.tif |
| Title: Band 11 (swir16) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 12 (swir22)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200730_0_L2A/B12.tif |
| Title: Band 12 (swir22) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Aerosol Optical Thickness (AOT)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200730_0_L2A/AOT.tif |
| Title: Aerosol Optical Thickness (AOT) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
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| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Water Vapour (WVP)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200730_0_L2A/WVP.tif |
| Title: Water Vapour (WVP) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Scene Classification Map (SCL)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200730_0_L2A/SCL.tif |
| Title: Scene Classification Map (SCL) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Links
Link:
| Rel: self |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2B_36MYB_20200730_0_L2A |
Link:
Source STAC Item
| Rel: derived_from |
| Target: s3://cirrus-v0-data-1qm7gekzjucbq/sentinel-s2-l2a/36/M/YB/2020/7/S2B_36MYB_20200730_0_L2A/S2B_36MYB_20200730_0_L2A.json |
| Media Type: application/json |
Link:
| Rel: parent |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs |
Link:
| Rel: collection |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs |
Link:
Earth Search
| Rel: root |
| Target: https://earth-search.aws.element84.com/v0 |
| Media Type: application/json |
Item: S2B_36MYB_20200727_0_L2A
| ID: S2B_36MYB_20200727_0_L2A |
| Bounding Box: [35.364731107030785, -3.704358575275874, 35.78841174435426, -2.7109586089556537] |
| Datetime: 2020-07-27 08:01:01+00:00 |
| created: 2020-08-31T18:24:19.293Z |
| sentinel:product_id: S2B_MSIL2A_20200727T073619_N0214_R092_T36MYB_20200727T122549 |
| sentinel:sequence: 0 |
| view:off_nadir: 0 |
| sentinel:valid_cloud_cover: True |
| platform: sentinel-2b |
| sentinel:utm_zone: 36 |
| proj:epsg: 32736 |
| sentinel:grid_square: YB |
| datetime: 2020-07-27T08:01:01Z |
| instruments: ['msi'] |
| constellation: sentinel-2 |
| eo:cloud_cover: 49.45 |
| gsd: 10 |
| sentinel:latitude_band: M |
| sentinel:data_coverage: 31.47 |
| updated: 2020-08-31T18:24:19.293Z |
| stac_extensions: ['eo', 'view', 'proj'] |
| properties.sentinel:boa_offset_applied: False |
Assets
Asset: True color image
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200727_0_L2A/L2A_PVI.tif |
| Title: True color image |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [343, 343] |
| proj:transform: [320, 0, 699960, 0, -320, 9700000, 0, 0, 1] |
Asset: Thumbnail
| href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/36/M/YB/2020/7/27/0/preview.jpg |
| Title: Thumbnail |
| Media type: image/png |
| Owner: |
Asset: Original XML metadata
| href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/7/27/0/metadata.xml |
| Title: Original XML metadata |
| Media type: application/xml |
| Owner: |
Asset: Band 11 (swir16)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200727_0_L2A/B11.tif |
| Title: Band 11 (swir16) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 1 (coastal)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200727_0_L2A/B01.tif |
| Title: Band 1 (coastal) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Band 12 (swir22)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200727_0_L2A/B12.tif |
| Title: Band 12 (swir22) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 2 (blue)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200727_0_L2A/B02.tif |
| Title: Band 2 (blue) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 3 (green)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200727_0_L2A/B03.tif |
| Title: Band 3 (green) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 4 (red)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200727_0_L2A/B04.tif |
| Title: Band 4 (red) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Aerosol Optical Thickness (AOT)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200727_0_L2A/AOT.tif |
| Title: Aerosol Optical Thickness (AOT) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Band 5
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200727_0_L2A/B05.tif |
| Title: Band 5 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 6
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200727_0_L2A/B06.tif |
| Title: Band 6 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 7
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200727_0_L2A/B07.tif |
| Title: Band 7 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 8 (nir)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200727_0_L2A/B08.tif |
| Title: Band 8 (nir) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 8A
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200727_0_L2A/B8A.tif |
| Title: Band 8A |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 9
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200727_0_L2A/B09.tif |
| Title: Band 9 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Water Vapour (WVP)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200727_0_L2A/WVP.tif |
| Title: Water Vapour (WVP) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: True color image
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200727_0_L2A/TCI.tif |
| Title: True color image |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Scene Classification Map (SCL)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200727_0_L2A/SCL.tif |
| Title: Scene Classification Map (SCL) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Original JSON metadata
| href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/7/27/0/tileInfo.json |
| Title: Original JSON metadata |
| Media type: application/json |
| Owner: |
Links
Link:
| Rel: self |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2B_36MYB_20200727_0_L2A |
Link:
| Rel: canonical |
| Target: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2B_36MYB_20200727_0_L2A/S2B_36MYB_20200727_0_L2A.json |
| Media Type: application/json |
Link:
Source STAC Item
| Rel: derived_from |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a/items/S2B_36MYB_20200727_0_L2A |
| Media Type: application/json |
Link:
| Rel: parent |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs |
Link:
| Rel: collection |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs |
Link:
Earth Search
| Rel: root |
| Target: https://earth-search.aws.element84.com/v0 |
| Media Type: application/json |
Item: S2A_36MYB_20200725_0_L2A
| ID: S2A_36MYB_20200725_0_L2A |
| Bounding Box: [34.79870551983084, -3.7056906919566326, 35.759906699226775, -2.7110180807693265] |
| Datetime: 2020-07-25 08:10:59+00:00 |
| created: 2020-08-18T10:54:56.621Z |
| sentinel:product_id: S2A_MSIL2A_20200725T074621_N0214_R135_T36MYB_20200725T111115 |
| sentinel:sequence: 0 |
| view:off_nadir: 0 |
| sentinel:valid_cloud_cover: True |
| platform: sentinel-2a |
| sentinel:utm_zone: 36 |
| proj:epsg: 32736 |
| sentinel:grid_square: YB |
| datetime: 2020-07-25T08:10:59Z |
| instruments: ['msi'] |
| constellation: sentinel-2 |
| eo:cloud_cover: 1.01 |
| gsd: 10 |
| sentinel:latitude_band: M |
| sentinel:data_coverage: 86.12 |
| updated: 2020-08-18T10:54:56.621Z |
| stac_extensions: ['eo', 'view', 'proj'] |
| properties.sentinel:boa_offset_applied: False |
Assets
Asset: True color image
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200725_0_L2A/L2A_PVI.tif |
| Title: True color image |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [343, 343] |
| proj:transform: [320, 0, 699960, 0, -320, 9700000, 0, 0, 1] |
Asset: Thumbnail
| href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/36/M/YB/2020/7/25/0/preview.jpg |
| Title: Thumbnail |
| Media type: image/png |
| Owner: |
Asset: Original XML metadata
| href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/7/25/0/metadata.xml |
| Title: Original XML metadata |
| Media type: application/xml |
| Owner: |
Asset: Band 11 (swir16)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200725_0_L2A/B11.tif |
| Title: Band 11 (swir16) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 1 (coastal)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200725_0_L2A/B01.tif |
| Title: Band 1 (coastal) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Band 12 (swir22)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200725_0_L2A/B12.tif |
| Title: Band 12 (swir22) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 2 (blue)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200725_0_L2A/B02.tif |
| Title: Band 2 (blue) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 3 (green)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200725_0_L2A/B03.tif |
| Title: Band 3 (green) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 4 (red)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200725_0_L2A/B04.tif |
| Title: Band 4 (red) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Aerosol Optical Thickness (AOT)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200725_0_L2A/AOT.tif |
| Title: Aerosol Optical Thickness (AOT) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Band 5
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200725_0_L2A/B05.tif |
| Title: Band 5 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 6
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200725_0_L2A/B06.tif |
| Title: Band 6 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 7
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200725_0_L2A/B07.tif |
| Title: Band 7 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 8 (nir)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200725_0_L2A/B08.tif |
| Title: Band 8 (nir) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 8A
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200725_0_L2A/B8A.tif |
| Title: Band 8A |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 9
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200725_0_L2A/B09.tif |
| Title: Band 9 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Water Vapour (WVP)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200725_0_L2A/WVP.tif |
| Title: Water Vapour (WVP) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: True color image
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200725_0_L2A/TCI.tif |
| Title: True color image |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Scene Classification Map (SCL)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200725_0_L2A/SCL.tif |
| Title: Scene Classification Map (SCL) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Original JSON metadata
| href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/7/25/0/tileInfo.json |
| Title: Original JSON metadata |
| Media type: application/json |
| Owner: |
Links
Link:
| Rel: self |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2A_36MYB_20200725_0_L2A |
Link:
Source STAC Item
| Rel: derived_from |
| Target: s3://cirrus-v0-data-1qm7gekzjucbq/sentinel-s2-l2a/36/M/YB/2020/7/S2A_36MYB_20200725_0_L2A/S2A_36MYB_20200725_0_L2A.json |
| Media Type: application/json |
Link:
| Rel: parent |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs |
Link:
| Rel: collection |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs |
Link:
Earth Search
| Rel: root |
| Target: https://earth-search.aws.element84.com/v0 |
| Media Type: application/json |
Item: S2A_36MYB_20200722_0_L2A
| ID: S2A_36MYB_20200722_0_L2A |
| Bounding Box: [35.356453603399366, -3.704380723262607, 35.78841174435426, -2.7109586089556537] |
| Datetime: 2020-07-22 08:01:04+00:00 |
| created: 2020-09-19T01:08:35.436Z |
| sentinel:product_id: S2A_MSIL2A_20200722T073621_N0214_R092_T36MYB_20200722T105841 |
| sentinel:sequence: 0 |
| view:off_nadir: 0 |
| sentinel:valid_cloud_cover: True |
| platform: sentinel-2a |
| sentinel:utm_zone: 36 |
| proj:epsg: 32736 |
| sentinel:grid_square: YB |
| datetime: 2020-07-22T08:01:04Z |
| instruments: ['msi'] |
| constellation: sentinel-2 |
| eo:cloud_cover: 69.73 |
| gsd: 10 |
| sentinel:latitude_band: M |
| data_coverage: 32.26 |
| updated: 2020-09-19T01:08:35.436Z |
| sentinel:data_coverage: 32.26 |
| stac_extensions: ['eo', 'view', 'proj'] |
| properties.sentinel:boa_offset_applied: False |
Assets
Asset: True color image
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/L2A_PVI.tif |
| Title: True color image |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [343, 343] |
| proj:transform: [320, 0, 699960, 0, -320, 9700000, 0, 0, 1] |
Asset: Thumbnail
| href: https://roda.sentinel-hub.com/sentinel-s2-l1c/tiles/36/M/YB/2020/7/22/0/preview.jpg |
| Title: Thumbnail |
| Media type: image/png |
| Owner: |
Asset: Original XML metadata
| href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/7/22/0/metadata.xml |
| Title: Original XML metadata |
| Media type: application/xml |
| Owner: |
Asset: Band 11 (swir16)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B11.tif |
| Title: Band 11 (swir16) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 1 (coastal)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B01.tif |
| Title: Band 1 (coastal) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Band 12 (swir22)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B12.tif |
| Title: Band 12 (swir22) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 2 (blue)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B02.tif |
| Title: Band 2 (blue) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 3 (green)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B03.tif |
| Title: Band 3 (green) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 4 (red)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B04.tif |
| Title: Band 4 (red) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Aerosol Optical Thickness (AOT)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/AOT.tif |
| Title: Aerosol Optical Thickness (AOT) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Band 5
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B05.tif |
| Title: Band 5 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 6
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B06.tif |
| Title: Band 6 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 7
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B07.tif |
| Title: Band 7 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 8 (nir)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B08.tif |
| Title: Band 8 (nir) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Band 8A
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B8A.tif |
| Title: Band 8A |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Band 9
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/B09.tif |
| Title: Band 9 |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [1830, 1830] |
| proj:transform: [60, 0, 699960, 0, -60, 9700000, 0, 0, 1] |
Asset: Water Vapour (WVP)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/WVP.tif |
| Title: Water Vapour (WVP) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: True color image
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/TCI.tif |
| Title: True color image |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [10980, 10980] |
| proj:transform: [10, 0, 699960, 0, -10, 9700000, 0, 0, 1] |
Asset: Scene Classification Map (SCL)
| href: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/SCL.tif |
| Title: Scene Classification Map (SCL) |
| Media type: image/tiff; application=geotiff; profile=cloud-optimized |
| Owner: |
| proj:shape: [5490, 5490] |
| proj:transform: [20, 0, 699960, 0, -20, 9700000, 0, 0, 1] |
Asset: Original JSON metadata
| href: https://roda.sentinel-hub.com/sentinel-s2-l2a/tiles/36/M/YB/2020/7/22/0/tileInfo.json |
| Title: Original JSON metadata |
| Media type: application/json |
| Owner: |
Links
Link:
| Rel: self |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs/items/S2A_36MYB_20200722_0_L2A |
Link:
| Rel: canonical |
| Target: https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/36/M/YB/2020/7/S2A_36MYB_20200722_0_L2A/S2A_36MYB_20200722_0_L2A.json |
| Media Type: application/json |
Link:
Source STAC Item
| Rel: derived_from |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a/items/S2A_36MYB_20200722_0_L2A |
| Media Type: application/json |
Link:
| Rel: parent |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs |
Link:
| Rel: collection |
| Target: https://earth-search.aws.element84.com/v0/collections/sentinel-s2-l2a-cogs |
Link:
Earth Search
| Rel: root |
| Target: https://earth-search.aws.element84.com/v0 |
| Media Type: application/json |
results.get_all_items
<bound method ItemSearch.get_all_items of <pystac_client.item_search.ItemSearch object at 0x16abda7d0>>
bbox = (-119.00, 38.6, -118.5, 38.7) #(west, south, east, north)
dates = "2017-10-01/2017-12-01"
URL = "https://earth-search.aws.element84.com/v0"
client = Client.open(URL)
results = client.search(
collections=["sentinel-s2-l2a-cogs"],
datetime=dates,
bbox=bbox,
)
items = results.item_collection()
print(len(items))
6
catalog = intake.open_stac_item_collection(items)
list(catalog)
['S2B_11SLC_20171128_0_L2A',
'S2B_11SLC_20171118_0_L2A',
'S2A_11SLC_20171113_0_L2A',
'S2A_11SLC_20171024_0_L2A',
'S2B_11SLC_20171019_0_L2A',
'S2A_11SLC_20171004_0_L2A']
sceneid = 'S2B_11SLC_20171128_0_L2A'
catalog[sceneid].B04.metadata
{'href': 'https://sentinel-cogs.s3.us-west-2.amazonaws.com/sentinel-s2-l2a-cogs/11/S/LC/2017/11/S2B_11SLC_20171128_0_L2A/B04.tif',
'type': 'image/tiff; application=geotiff; profile=cloud-optimized',
'title': 'Band 4 (red)',
'proj:shape': [10980, 10980],
'proj:transform': [10, 0, 300000, 0, -10, 4300020, 0, 0, 1],
'eo:bands': [{'full_width_half_max': 0.038,
'center_wavelength': 0.6645,
'name': 'B04',
'common_name': 'red'}],
'gsd': 10,
'roles': ['data'],
'plots': {'geotiff': {'kind': 'image',
'x': 'x',
'y': 'y',
'frame_width': 500,
'data_aspect': 1,
'rasterize': True,
'dynamic': True,
'cmap': 'viridis'}},
'catalog_dir': ''}
import hvplot.xarray
import xarray as xra
item = catalog[sceneid]
da = item['B04'].to_dask()
da
<xarray.DataArray (band: 1, y: 10980, x: 10980)>
dask.array<open_rasterio-6413b43b540e3bfca84ecd23846d262a<this-array>, shape=(1, 10980, 10980), dtype=uint16, chunksize=(1, 10980, 10980), chunktype=numpy.ndarray>
Coordinates:
* band (band) int64 1
* y (y) float64 4.3e+06 4.3e+06 4.3e+06 ... 4.19e+06 4.19e+06 4.19e+06
* x (x) float64 3e+05 3e+05 3e+05 ... 4.098e+05 4.098e+05 4.098e+05
Attributes:
transform: (10.0, 0.0, 300000.0, 0.0, -10.0, 4300020.0)
crs: +init=epsg:32611
res: (10.0, 10.0)
is_tiled: 1
nodatavals: (0.0,)
scales: (1.0,)
offsets: (0.0,)
AREA_OR_POINT: Area
OVR_RESAMPLING_ALG: AVERAGEda.hvplot.image(x='x', y='y', width=400, height=400, geo=True, datashade=True, cmap='greys', title='sentinel')
/Users/droumis/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/pyproj/crs/crs.py:141: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6
in_crs_string = _prepare_from_proj_string(in_crs_string)
OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.
AWS
aws_data_source = cat.amazon_landsat_band(path=path, row=row, product_id=product_id, band=band)
aws_data_source
amazon_landsat_band:
args:
chunks:
band: 1
x: 256
y: 256
storage_options:
anon: true
urlpath: s3://landsat-pds/c1/L8/042/033/LC08_L1TP_042033_20171022_20171107_01_T1/LC08_L1TP_042033_20171022_20171107_01_T1_B5.TIF
description: Landsat bands from Amazon Web Services S3
driver: intake_xarray.raster.RasterIOSource
metadata:
cache:
- argkey: urlpath
regex: landsat-pds
type: file
catalog_dir: /Users/droumis/src/hv-landsat-cookbook/notebooks/data/
aws_da = aws_data_source.read_chunked()
# FileNotFoundError:
---------------------------------------------------------------------------
FileNotFoundError Traceback (most recent call last)
Cell In[52], line 1
----> 1 aws_da = aws_data_source.read_chunked()
2 # FileNotFoundError:
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake_xarray/base.py:44, in DataSourceMixin.read_chunked(self)
42 def read_chunked(self):
43 """Return xarray object (which will have chunks)"""
---> 44 self._load_metadata()
45 return self._ds
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake/source/base.py:285, in DataSourceBase._load_metadata(self)
283 """load metadata only if needed"""
284 if self._schema is None:
--> 285 self._schema = self._get_schema()
286 self.dtype = self._schema.dtype
287 self.shape = self._schema.shape
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake_xarray/raster.py:99, in RasterIOSource._get_schema(self)
96 import msgpack
97 import xarray as xr
---> 99 self.urlpath, *_ = self._get_cache(self.urlpath)
101 if self._ds is None:
102 self._open_dataset()
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake/source/base.py:84, in CacheMixin._get_cache(self, urlpath)
82 if len(self.cache) == 0:
83 return [urlpath]
---> 84 return [c.load(urlpath) for c in self.cache]
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake/source/base.py:84, in <listcomp>(.0)
82 if len(self.cache) == 0:
83 return [urlpath]
---> 84 return [c.load(urlpath) for c in self.cache]
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake/source/cache.py:160, in BaseCache.load(self, urlpath, output, **kwargs)
158 if cache_paths is None or any(not os.path.exists(c) for c in cache_paths):
159 files_in, files_out = self._make_files(urlpath)
--> 160 self._load(files_in, files_out, urlpath)
161 cache_paths = self._from_metadata(urlpath)
162 return cache_paths
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake/source/cache.py:193, in BaseCache._load(self, files_in, files_out, urlpath, meta)
190 ddown = dask.delayed(_download)
191 out.append(ddown(file_in, file_out, self.blocksize,
192 self.output))
--> 193 dask.compute(*out)
194 return outnames
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/dask/base.py:600, in compute(traverse, optimize_graph, scheduler, get, *args, **kwargs)
597 keys.append(x.__dask_keys__())
598 postcomputes.append(x.__dask_postcompute__())
--> 600 results = schedule(dsk, keys, **kwargs)
601 return repack([f(r, *a) for r, (f, a) in zip(results, postcomputes)])
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/dask/threaded.py:89, in get(dsk, keys, cache, num_workers, pool, **kwargs)
86 elif isinstance(pool, multiprocessing.pool.Pool):
87 pool = MultiprocessingPoolExecutor(pool)
---> 89 results = get_async(
90 pool.submit,
91 pool._max_workers,
92 dsk,
93 keys,
94 cache=cache,
95 get_id=_thread_get_id,
96 pack_exception=pack_exception,
97 **kwargs,
98 )
100 # Cleanup pools associated to dead threads
101 with pools_lock:
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/dask/local.py:511, in get_async(submit, num_workers, dsk, result, cache, get_id, rerun_exceptions_locally, pack_exception, raise_exception, callbacks, dumps, loads, chunksize, **kwargs)
509 _execute_task(task, data) # Re-execute locally
510 else:
--> 511 raise_exception(exc, tb)
512 res, worker_id = loads(res_info)
513 state["cache"][key] = res
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/dask/local.py:319, in reraise(exc, tb)
317 if exc.__traceback__ is not tb:
318 raise exc.with_traceback(tb)
--> 319 raise exc
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/dask/local.py:224, in execute_task(key, task_info, dumps, loads, get_id, pack_exception)
222 try:
223 task, data = loads(task_info)
--> 224 result = _execute_task(task, data)
225 id = get_id()
226 result = dumps((result, id))
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/dask/core.py:119, in _execute_task(arg, cache, dsk)
115 func, args = arg[0], arg[1:]
116 # Note: Don't assign the subtask results to a variable. numpy detects
117 # temporaries by their reference count and can execute certain
118 # operations in-place.
--> 119 return func(*(_execute_task(a, cache) for a in args))
120 elif not ishashable(arg):
121 return arg
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/intake/source/cache.py:281, in _download(file_in, file_out, blocksize, output)
278 output = False
280 try:
--> 281 file_size = file_in.fs.size(file_in.path)
282 pbar_disabled = not file_size
283 except ValueError as err:
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/fsspec/asyn.py:113, in sync_wrapper.<locals>.wrapper(*args, **kwargs)
110 @functools.wraps(func)
111 def wrapper(*args, **kwargs):
112 self = obj or args[0]
--> 113 return sync(self.loop, func, *args, **kwargs)
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/fsspec/asyn.py:98, in sync(loop, func, timeout, *args, **kwargs)
96 raise FSTimeoutError from return_result
97 elif isinstance(return_result, BaseException):
---> 98 raise return_result
99 else:
100 return return_result
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/fsspec/asyn.py:53, in _runner(event, coro, result, timeout)
51 coro = asyncio.wait_for(coro, timeout=timeout)
52 try:
---> 53 result[0] = await coro
54 except Exception as ex:
55 result[0] = ex
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/fsspec/asyn.py:578, in AsyncFileSystem._size(self, path)
577 async def _size(self, path):
--> 578 return (await self._info(path)).get("size", None)
File ~/opt/miniconda3/envs/hv-landsat-cookbook/lib/python3.10/site-packages/s3fs/core.py:1257, in S3FileSystem._info(self, path, bucket, key, refresh, version_id)
1245 if (
1246 out.get("KeyCount", 0) > 0
1247 or out.get("Contents", [])
1248 or out.get("CommonPrefixes", [])
1249 ):
1250 return {
1251 "name": "/".join([bucket, key]),
1252 "type": "directory",
1253 "size": 0,
1254 "StorageClass": "DIRECTORY",
1255 }
-> 1257 raise FileNotFoundError(path)
1258 except ClientError as e:
1259 raise translate_boto_error(e, set_cause=False)
FileNotFoundError: landsat-pds/c1/L8/042/033/LC08_L1TP_042033_20171022_20171107_01_T1/LC08_L1TP_042033_20171022_20171107_01_T1_B5.TIF
NASA Earthdata
HLS (harmonized sentinel and landsat data) for walker lake on 2022-12-07